Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	174389
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2159
Duplicate rows (%)	1.2%
Total size in memory	71.9 MiB
Average record size in memory	432.1 B

Variable types

Numeric	13
Categorical	6

Warnings

Dataset has 2159 (1.2%) duplicate rows	Duplicates
`artists` has a high cardinality: 36195 distinct values	High cardinality
`id` has a high cardinality: 172230 distinct values	High cardinality
`name` has a high cardinality: 137013 distinct values	High cardinality
`release_date` has a high cardinality: 11043 distinct values	High cardinality
`id` is uniformly distributed	Uniform
`instrumentalness` has 43652 (25.0%) zeros	Zeros
`key` has 21967 (12.6%) zeros	Zeros
`popularity` has 40905 (23.5%) zeros	Zeros

Reproduction

Analysis started	2022-09-30 19:40:20.721198
Analysis finished	2022-09-30 19:41:05.997215
Duration	45.28 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

acousticness
Real number (ℝ_≥0)

Distinct	4929
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4992284818
Minimum	0
Maximum	0.996
Zeros	19
Zeros (%)	< 0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.000717
Q1	0.0877
median	0.517
Q3	0.895
95-th percentile	0.992
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.8073

Descriptive statistics

Standard deviation	0.3799358419
Coefficient of variation (CV)	0.7610460055
Kurtosis	-1.620262282
Mean	0.4992284818
Median Absolute Deviation (MAD)	0.401
Skewness	-0.03451775614
Sum	87059.95571
Variance	0.1443512439
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	3150	1.8%
0.994	2363	1.4%
0.993	1833	1.1%
0.992	1543	0.9%
0.991	1354	0.8%
0.99	1201	0.7%
0.989	1106	0.6%
0.996	1090	0.6%
0.988	973	0.6%
0.987	866	0.5%
Other values (4919)	158910	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19	< 0.1%
1 × 10⁶	1	< 0.1%
1.01 × 10⁶	2	< 0.1%
1.02 × 10⁶	1	< 0.1%
1.03 × 10⁶	1	< 0.1%
1.04 × 10⁶	2	< 0.1%
1.05 × 10⁶	1	< 0.1%
1.07 × 10⁶	1	< 0.1%
1.08 × 10⁶	1	< 0.1%
1.09 × 10⁶	1	< 0.1%

Value	Count	Frequency (%)
0.996	1090	0.6%
0.995	3150	1.8%
0.994	2363	1.4%
0.993	1833	1.1%
0.992	1543	0.9%
0.991	1354	0.8%
0.99	1201	0.7%
0.989	1106	0.6%
0.988	973	0.6%
0.987	866	0.5%

artists
Categorical

HIGH CARDINALITY

Distinct	36195
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Memory size	13.8 MiB

['Tadeusz Dolega Mostowicz']	1281
['Эрнест Хемингуэй']	1175
['Эрих Мария Ремарк']	1062
['Francisco Canaro']	951
['Ignacio Corsini']	624
Other values (36190)	169296

Length

Max length	498
Median length	18
Mean length	23.85919983
Min length	5

Characters and Unicode

Total characters	4160782
Distinct characters	656
Distinct categories	19 ?
Distinct scripts	11 ?
Distinct blocks	12 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21395 ?
Unique (%)	12.3%

Sample

1st row	['Mamie Smith']
2nd row	["Screamin' Jay Hawkins"]
3rd row	['Mamie Smith']
4th row	['Oscar Velazquez']
5th row	['Mixe']

Value	Count	Frequency (%)
['Tadeusz Dolega Mostowicz']	1281	0.7%
['Эрнест Хемингуэй']	1175	0.7%
['Эрих Мария Ремарк']	1062	0.6%
['Francisco Canaro']	951	0.5%
['Ignacio Corsini']	624	0.4%
['Frank Sinatra']	621	0.4%
['Elvis Presley']	494	0.3%
['Bob Dylan']	459	0.3%
['Francisco Canaro', 'Charlo']	456	0.3%
['Johnny Cash']	456	0.3%
Other values (36185)	166810	95.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
the	17693	3.4%
	6384	1.2%
orchestra	6200	1.2%
john	2532	0.5%
francisco	2360	0.5%
canaro	2254	0.4%
van	2037	0.4%
his	1815	0.4%
de	1793	0.3%
of	1784	0.3%
Other values (29061)	468380	91.3%

Most occurring characters

Value	Count	Frequency (%)
'	466586	11.2%
	338844	8.1%
e	275977	6.6%
a	263891	6.3%
r	203066	4.9%
n	197300	4.7%
i	194008	4.7%
o	190382	4.6%
[	174395	4.2%
]	174395	4.2%
Other values (646)	1681938	40.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2384834	57.3%
Other Punctuation	549399	13.2%
Uppercase Letter	525257	12.6%
Space Separator	338844	8.1%
Close Punctuation	174578	4.2%
Open Punctuation	174576	4.2%
Decimal Number	6493	0.2%
Dash Punctuation	3080	0.1%
Other Letter	2865	0.1%
Nonspacing Mark	381	< 0.1%
Other values (9)	475	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
เ	146	5.1%
อ	142	5.0%
ร	132	4.6%
ย	115	4.0%
น	113	3.9%
ล	79	2.8%
ว	74	2.6%
ม	71	2.5%
ฟ	67	2.3%
ด	55	1.9%
Other values (355)	1871	65.3%

Value	Count	Frequency (%)
e	275977	11.6%
a	263891	11.1%
r	203066	8.5%
n	197300	8.3%
i	194008	8.1%
o	190382	8.0%
l	135840	5.7%
s	135471	5.7%
t	121490	5.1%
h	94850	4.0%
Other values (132)	572559	24.0%

Value	Count	Frequency (%)
S	43668	8.3%
B	39666	7.6%
M	39116	7.4%
T	38802	7.4%
C	38352	7.3%
A	27756	5.3%
D	27235	5.2%
R	25932	4.9%
J	25706	4.9%
P	24031	4.6%
Other values (75)	194993	37.1%

Value	Count	Frequency (%)
'	466586	84.9%
,	61286	11.2%
.	8656	1.6%
&	5979	1.1%
"	5419	1.0%
/	819	0.1%
!	408	0.1%
*	62	< 0.1%
:	37	< 0.1%
\	36	< 0.1%
Other values (8)	111	< 0.1%

Value	Count	Frequency (%)
ิ	138	36.2%
์	103	27.0%
ี	67	17.6%
ั	16	4.2%
้	15	3.9%
ู	12	3.1%
ุ	11	2.9%
๊	7	1.8%
่	5	1.3%
็	5	1.3%
Other values (2)	2	0.5%

Value	Count	Frequency (%)
2	1225	18.9%
0	1151	17.7%
1	998	15.4%
5	611	9.4%
9	555	8.5%
7	478	7.4%
3	417	6.4%
8	388	6.0%
4	388	6.0%
6	282	4.3%

Value	Count	Frequency (%)
-	3038	98.6%
–	40	1.3%
〜	2	0.1%

Value	Count	Frequency (%)
’	39	53.4%
”	26	35.6%
»	8	11.0%

Value	Count	Frequency (%)
[	174395	99.9%
(	181	0.1%

Value	Count	Frequency (%)
]	174395	99.9%
)	183	0.1%

Value	Count	Frequency (%)
+	45	88.2%
\|	6	11.8%

Value	Count	Frequency (%)
®	2	66.7%
☆	1	33.3%

Value	Count	Frequency (%)
´	3	60.0%
`	2	40.0%

Value	Count	Frequency (%)
³	1	50.0%
²	1	50.0%

Value	Count	Frequency (%)
«	8	72.7%
“	3	27.3%

Value	Count	Frequency (%)
	338844	100.0%

Value	Count	Frequency (%)
$	297	100.0%

Value	Count	Frequency (%)
_	19	100.0%

Value	Count	Frequency (%)
ー	14	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2864870	68.9%
Common	1247445	30.0%
Cyrillic	36913	0.9%
Greek	8320	0.2%
Thai	1869	< 0.1%
Han	751	< 0.1%
Katakana	289	< 0.1%
Hebrew	204	< 0.1%
Arabic	64	< 0.1%
Hiragana	32	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
萍	35	4.7%
崔	34	4.5%
璇	30	4.0%
薇	30	4.0%
周	29	3.9%
紫	29	3.9%
張	27	3.6%
光	25	3.3%
蘭	24	3.2%
白	24	3.2%
Other values (207)	464	61.8%

Value	Count	Frequency (%)
e	275977	9.6%
a	263891	9.2%
r	203066	7.1%
n	197300	6.9%
i	194008	6.8%
o	190382	6.6%
l	135840	4.7%
s	135471	4.7%
t	121490	4.2%
h	94850	3.3%
Other values (113)	1052595	36.7%

Value	Count	Frequency (%)
ς	755	9.1%
α	720	8.7%
ο	521	6.3%
τ	496	6.0%
ρ	481	5.8%
η	449	5.4%
ν	373	4.5%
λ	310	3.7%
ι	302	3.6%
κ	283	3.4%
Other values (43)	3630	43.6%

Value	Count	Frequency (%)
'	466586	37.4%
	338844	27.2%
[	174395	14.0%
]	174395	14.0%
,	61286	4.9%
.	8656	0.7%
&	5979	0.5%
"	5419	0.4%
-	3038	0.2%
2	1225	0.1%
Other values (42)	7622	0.6%

Value	Count	Frequency (%)
р	4600	12.5%
е	3857	10.4%
и	3390	9.2%
н	2623	7.1%
м	2437	6.6%
а	2381	6.5%
Э	2240	6.1%
т	1407	3.8%
у	1359	3.7%
с	1246	3.4%
Other values (42)	11373	30.8%

Value	Count	Frequency (%)
เ	146	7.8%
อ	142	7.6%
ิ	138	7.4%
ร	132	7.1%
ย	115	6.2%
น	113	6.0%
์	103	5.5%
ล	79	4.2%
ว	74	4.0%
ม	71	3.8%
Other values (41)	756	40.4%

Value	Count	Frequency (%)
オ	29	10.0%
ト	16	5.5%
セ	15	5.2%
シ	15	5.2%
キ	14	4.8%
ゲ	13	4.5%
ル	12	4.2%
デ	12	4.2%
ソ	11	3.8%
ウ	11	3.8%
Other values (38)	141	48.8%

Value	Count	Frequency (%)
나	2	8.0%
율	2	8.0%
김	2	8.0%
시	1	4.0%
온	1	4.0%
한	1	4.0%
해	1	4.0%
팬	1	4.0%
텀	1	4.0%
미	1	4.0%
Other values (12)	12	48.0%

Value	Count	Frequency (%)
と	11	34.4%
ゆ	3	9.4%
み	3	9.4%
ま	2	6.2%
や	2	6.2%
る	1	3.1%
た	1	3.1%
つ	1	3.1%
あ	1	3.1%
べ	1	3.1%
Other values (6)	6	18.8%

Value	Count	Frequency (%)
م	14	21.9%
د	9	14.1%
ي	9	14.1%
ح	7	10.9%
ف	5	7.8%
و	5	7.8%
ز	5	7.8%
ا	2	3.1%
ل	2	3.1%
إ	2	3.1%
Other values (2)	4	6.2%

Value	Count	Frequency (%)
ו	48	23.5%
א	24	11.8%
מ	24	11.8%
ן	24	11.8%
ה	24	11.8%
ר	12	5.9%
ל	12	5.9%
ך	12	5.9%
ס	12	5.9%
ב	12	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4101053	98.6%
Cyrillic	36913	0.9%
None	19424	0.5%
Thai	1869	< 0.1%
CJK	751	< 0.1%
Katakana	337	< 0.1%
Hebrew	204	< 0.1%
Punctuation	109	< 0.1%
Arabic	64	< 0.1%
Hiragana	32	< 0.1%
Other values (2)	26	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
'	466586	11.4%
	338844	8.3%
e	275977	6.7%
a	263891	6.4%
r	203066	5.0%
n	197300	4.8%
i	194008	4.7%
o	190382	4.6%
[	174395	4.3%
]	174395	4.3%
Other values (78)	1622209	39.6%

Value	Count	Frequency (%)
é	4536	23.4%
á	1226	6.3%
í	907	4.7%
ó	768	4.0%
ς	755	3.9%
α	720	3.7%
ö	633	3.3%
ο	521	2.7%
τ	496	2.6%
ρ	481	2.5%
Other values (122)	8381	43.1%

Value	Count	Frequency (%)
م	14	21.9%
د	9	14.1%
ي	9	14.1%
ح	7	10.9%
ف	5	7.8%
و	5	7.8%
ز	5	7.8%
ا	2	3.1%
ل	2	3.1%
إ	2	3.1%
Other values (2)	4	6.2%

Value	Count	Frequency (%)
р	4600	12.5%
е	3857	10.4%
и	3390	9.2%
н	2623	7.1%
м	2437	6.6%
а	2381	6.5%
Э	2240	6.1%
т	1407	3.8%
у	1359	3.7%
с	1246	3.4%
Other values (42)	11373	30.8%

Value	Count	Frequency (%)
萍	35	4.7%
崔	34	4.5%
璇	30	4.0%
薇	30	4.0%
周	29	3.9%
紫	29	3.9%
張	27	3.6%
光	25	3.3%
蘭	24	3.2%
白	24	3.2%
Other values (207)	464	61.8%

Value	Count	Frequency (%)
ו	48	23.5%
א	24	11.8%
מ	24	11.8%
ן	24	11.8%
ה	24	11.8%
ר	12	5.9%
ל	12	5.9%
ך	12	5.9%
ס	12	5.9%
ב	12	5.9%

Value	Count	Frequency (%)
・	34	10.1%
オ	29	8.6%
ト	16	4.7%
セ	15	4.5%
シ	15	4.5%
キ	14	4.2%
ー	14	4.2%
ゲ	13	3.9%
ル	12	3.6%
デ	12	3.6%
Other values (40)	163	48.4%

Value	Count	Frequency (%)
–	40	36.7%
’	39	35.8%
”	26	23.9%
“	3	2.8%
•	1	0.9%

Value	Count	Frequency (%)
เ	146	7.8%
อ	142	7.6%
ิ	138	7.4%
ร	132	7.1%
ย	115	6.2%
น	113	6.0%
์	103	5.5%
ล	79	4.2%
ว	74	4.0%
ม	71	3.8%
Other values (41)	756	40.4%

Value	Count	Frequency (%)
나	2	8.0%
율	2	8.0%
김	2	8.0%
시	1	4.0%
온	1	4.0%
한	1	4.0%
해	1	4.0%
팬	1	4.0%
텀	1	4.0%
미	1	4.0%
Other values (12)	12	48.0%

Value	Count	Frequency (%)
と	11	34.4%
ゆ	3	9.4%
み	3	9.4%
ま	2	6.2%
や	2	6.2%
る	1	3.1%
た	1	3.1%
つ	1	3.1%
あ	1	3.1%
べ	1	3.1%
Other values (6)	6	18.8%

Value	Count	Frequency (%)
☆	1	100.0%

danceability
Real number (ℝ_≥0)

Distinct	1233
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5367575873
Minimum	0
Maximum	0.988
Zeros	121
Zeros (%)	0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.228
Q1	0.414
median	0.548
Q3	0.669
95-th percentile	0.807
Maximum	0.988
Range	0.988
Interquartile range (IQR)	0.255

Descriptive statistics

Standard deviation	0.1760252547
Coefficient of variation (CV)	0.3279418099
Kurtosis	-0.4694641663
Mean	0.5367575873
Median Absolute Deviation (MAD)	0.127
Skewness	-0.2362339693
Sum	93604.6189
Variance	0.03098489029
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.565	434	0.2%
0.612	423	0.2%
0.545	411	0.2%
0.546	410	0.2%
0.578	406	0.2%
0.628	403	0.2%
0.632	401	0.2%
0.528	399	0.2%
0.559	399	0.2%
0.629	398	0.2%
Other values (1223)	170305	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121	0.1%
0.0551	1	< 0.1%
0.0559	2	< 0.1%
0.0574	1	< 0.1%
0.0583	1	< 0.1%
0.0586	1	< 0.1%
0.0587	1	< 0.1%
0.0589	1	< 0.1%
0.059	1	< 0.1%
0.0591	1	< 0.1%

Value	Count	Frequency (%)
0.988	1	< 0.1%
0.987	1	< 0.1%
0.986	1	< 0.1%
0.985	3	< 0.1%
0.982	1	< 0.1%
0.98	4	< 0.1%
0.979	2	< 0.1%
0.978	2	< 0.1%
0.977	2	< 0.1%
0.976	1	< 0.1%

duration_ms
Real number (ℝ_≥0)

Distinct	56306
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	232810.032
Minimum	4937
Maximum	5338302
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	4937
5-th percentile	103043.2
Q1	166133
median	205787
Q3	265720
95-th percentile	430916.8
Maximum	5338302
Range	5333365
Interquartile range (IQR)	99587

Descriptive statistics

Standard deviation	148395.7977
Coefficient of variation (CV)	0.6374115256
Kurtosis	216.6658797
Mean	232810.032
Median Absolute Deviation (MAD)	47640
Skewness	10.15938356
Sum	4.059950868 × 10¹⁰
Variance	2.202131277 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180000	54	< 0.1%
150000	54	< 0.1%
192000	53	< 0.1%
253000	52	< 0.1%
186000	51	< 0.1%
175000	49	< 0.1%
208000	48	< 0.1%
240000	48	< 0.1%
168000	47	< 0.1%
195000	46	< 0.1%
Other values (56296)	173887	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4937	1	< 0.1%
5108	1	< 0.1%
5991	1	< 0.1%
6250	1	< 0.1%
6362	1	< 0.1%
6467	1	< 0.1%
6937	1	< 0.1%
8042	1	< 0.1%
8853	2	< 0.1%
9053	1	< 0.1%

Value	Count	Frequency (%)
5338302	1	< 0.1%
5042185	1	< 0.1%
4892761	2	< 0.1%
4800118	2	< 0.1%
4792587	1	< 0.1%
4737458	1	< 0.1%
4696690	1	< 0.1%
4685927	1	< 0.1%
4675710	1	< 0.1%
4590106	1	< 0.1%

energy
Real number (ℝ_≥0)

Distinct	2306
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4827208433
Minimum	0
Maximum	1
Zeros	7
Zeros (%)	< 0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0751
Q1	0.249
median	0.465
Q3	0.711
95-th percentile	0.934
Maximum	1
Range	1
Interquartile range (IQR)	0.462

Descriptive statistics

Standard deviation	0.2726854799
Coefficient of variation (CV)	0.5648926987
Kurtosis	-1.12421945
Mean	0.4827208433
Median Absolute Deviation (MAD)	0.229
Skewness	0.144279154
Sum	84181.20515
Variance	0.07435737094
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.195	271	0.2%
0.201	265	0.2%
0.245	256	0.1%
0.254	256	0.1%
0.23	255	0.1%
0.187	254	0.1%
0.263	254	0.1%
0.219	250	0.1%
0.225	249	0.1%
0.259	248	0.1%
Other values (2296)	171831	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	< 0.1%
1.99 × 10⁵	1	< 0.1%
2.01 × 10⁵	3	< 0.1%
2.02 × 10⁵	1	< 0.1%
2.03 × 10⁵	3	< 0.1%
2.8 × 10⁵	1	< 0.1%
4.28 × 10⁵	1	< 0.1%
4.98 × 10⁵	1	< 0.1%
6.19 × 10⁵	2	< 0.1%
7.46 × 10⁵	1	< 0.1%

Value	Count	Frequency (%)
1	31	< 0.1%
0.999	70	< 0.1%
0.998	92	0.1%
0.997	106	0.1%
0.996	107	0.1%
0.995	126	0.1%
0.994	102	0.1%
0.993	116	0.1%
0.992	90	0.1%
0.991	123	0.1%

explicit
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.6 MiB

0	162507
1	11882

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	174389
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Value	Count	Frequency (%)
0	162507	93.2%
1	11882	6.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	162507	93.2%
1	11882	6.8%

Most occurring characters

Value	Count	Frequency (%)
0	162507	93.2%
1	11882	6.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	174389	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	162507	93.2%
1	11882	6.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	174389	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	162507	93.2%
1	11882	6.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	174389	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	162507	93.2%
1	11882	6.8%

id
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	172230
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Memory size	13.1 MiB

0UsmyJDsst2xhX1ZiFF3JW	9
7tJS1cjSD1P8bodNGblYiK	9
1xQvPFljQXA3GCK869ERvC	9
2pZDhsmGRSkRgWNfkDr70S	8
7GlixhQpXo76vgALqoJ3L5	8
Other values (172225)	174346

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	3836558
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	170337 ?
Unique (%)	97.7%

Sample

1st row	0cS0A1fUEUd1EW3FcF8AEI
2nd row	0hbkKFIJm7Z05H8Zl9w30f
3rd row	11m7laMUgmOKqI3oYzuhne
4th row	19Lc5SfJJ5O1oaxY0fpwfh
5th row	2hJjbsLCytGsnAHfdsLejp

Value	Count	Frequency (%)
0UsmyJDsst2xhX1ZiFF3JW	9	< 0.1%
7tJS1cjSD1P8bodNGblYiK	9	< 0.1%
1xQvPFljQXA3GCK869ERvC	9	< 0.1%
2pZDhsmGRSkRgWNfkDr70S	8	< 0.1%
7GlixhQpXo76vgALqoJ3L5	8	< 0.1%
4gpjBYc0lAkhYnmnfMeq4g	8	< 0.1%
7tH6tGz6cQtpYReqHTlyjN	8	< 0.1%
7Kh32CyazzTdVEBXjKINVO	8	< 0.1%
7FmPp4BjDVaEwhsEO7B7Oe	7	< 0.1%
4OtTVS1297d8h56MAX4Wpy	7	< 0.1%
Other values (172220)	174308	> 99.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
7tjs1cjsd1p8bodngblyik	9	< 0.1%
0usmyjdsst2xhx1ziff3jw	9	< 0.1%
1xqvpfljqxa3gck869ervc	9	< 0.1%
7th6tgz6cqtpyreqhtlyjn	8	< 0.1%
4gpjbyc0lakhynmnfmeq4g	8	< 0.1%
7glixhqpxo76vgalqoj3l5	8	< 0.1%
7kh32cyazztdvebxjkinvo	8	< 0.1%
2pzdhsmgrskrgwnfkdr70s	8	< 0.1%
4ottvs1297d8h56max4wpy	7	< 0.1%
5rjw9vspndfnv9ar97xzg2	7	< 0.1%
Other values (172220)	174308	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	84657	2.2%
1	83184	2.2%
2	82047	2.1%
3	81141	2.1%
4	80711	2.1%
5	80445	2.1%
6	79504	2.1%
7	75259	2.0%
L	59735	1.6%
D	59588	1.6%
Other values (52)	3070287	80.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1537109	40.1%
Uppercase Letter	1533915	40.0%
Decimal Number	765534	20.0%

Most frequent character per category

Value	Count	Frequency (%)
t	59472	3.9%
a	59379	3.9%
l	59324	3.9%
b	59320	3.9%
s	59303	3.9%
d	59231	3.9%
y	59221	3.9%
p	59215	3.9%
e	59206	3.9%
q	59192	3.9%
Other values (16)	944246	61.4%

Value	Count	Frequency (%)
L	59735	3.9%
D	59588	3.9%
F	59505	3.9%
Q	59503	3.9%
C	59466	3.9%
J	59413	3.9%
M	59208	3.9%
I	59135	3.9%
H	59103	3.9%
T	59064	3.9%
Other values (16)	940195	61.3%

Value	Count	Frequency (%)
0	84657	11.1%
1	83184	10.9%
2	82047	10.7%
3	81141	10.6%
4	80711	10.5%
5	80445	10.5%
6	79504	10.4%
7	75259	9.8%
9	59394	7.8%
8	59192	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3071024	80.0%
Common	765534	20.0%

Most frequent character per script

Value	Count	Frequency (%)
L	59735	1.9%
D	59588	1.9%
F	59505	1.9%
Q	59503	1.9%
t	59472	1.9%
C	59466	1.9%
J	59413	1.9%
a	59379	1.9%
l	59324	1.9%
b	59320	1.9%
Other values (42)	2476319	80.6%

Value	Count	Frequency (%)
0	84657	11.1%
1	83184	10.9%
2	82047	10.7%
3	81141	10.6%
4	80711	10.5%
5	80445	10.5%
6	79504	10.4%
7	75259	9.8%
9	59394	7.8%
8	59192	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3836558	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	84657	2.2%
1	83184	2.2%
2	82047	2.1%
3	81141	2.1%
4	80711	2.1%
5	80445	2.1%
6	79504	2.1%
7	75259	2.0%
L	59735	1.6%
D	59588	1.6%
Other values (52)	3070287	80.0%

instrumentalness
Real number (ℝ_≥0)

ZEROS

Distinct	5400
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1972520469
Minimum	0
Maximum	1
Zeros	43652
Zeros (%)	25.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.000524
Q3	0.252
95-th percentile	0.913
Maximum	1
Range	1
Interquartile range (IQR)	0.252

Descriptive statistics

Standard deviation	0.3345737053
Coefficient of variation (CV)	1.696173553
Kurtosis	0.1008415577
Mean	0.1972520469
Median Absolute Deviation (MAD)	0.000524
Skewness	1.36370426
Sum	34398.58721
Variance	0.1119395643
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43652	25.0%
0.917	250	0.1%
0.911	243	0.1%
0.905	237	0.1%
0.916	232	0.1%
0.901	232	0.1%
0.904	231	0.1%
0.913	221	0.1%
0.909	218	0.1%
0.914	217	0.1%
Other values (5390)	128656	73.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43652	25.0%
1 × 10⁶	33	< 0.1%
1.01 × 10⁶	64	< 0.1%
1.02 × 10⁶	74	< 0.1%
1.03 × 10⁶	66	< 0.1%
1.04 × 10⁶	50	< 0.1%
1.05 × 10⁶	61	< 0.1%
1.06 × 10⁶	51	< 0.1%
1.07 × 10⁶	60	< 0.1%
1.08 × 10⁶	57	< 0.1%

Value	Count	Frequency (%)
1	7	< 0.1%
0.999	8	< 0.1%
0.998	6	< 0.1%
0.997	5	< 0.1%
0.996	6	< 0.1%
0.995	6	< 0.1%
0.994	11	< 0.1%
0.993	15	< 0.1%
0.992	8	< 0.1%
0.991	8	< 0.1%

key
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.20530538
Minimum	0
Maximum	11
Zeros	21967
Zeros (%)	12.6%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.518291808
Coefficient of variation (CV)	0.675904976
Kurtosis	-1.27203423
Mean	5.20530538
Median Absolute Deviation (MAD)	3
Skewness	0.003931508987
Sum	907748
Variance	12.37837725
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	21967	12.6%
7	21363	12.3%
2	18916	10.8%
9	18109	10.4%
5	16546	9.5%
1	13562	7.8%
4	13327	7.6%
10	12406	7.1%
11	11014	6.3%
8	10673	6.1%
Other values (2)	16506	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	12.6%
1	13562	7.8%
2	18916	10.8%
3	7280	4.2%
4	13327	7.6%
5	16546	9.5%
6	9226	5.3%
7	21363	12.3%
8	10673	6.1%
9	18109	10.4%

Value	Count	Frequency (%)
11	11014	6.3%
10	12406	7.1%
9	18109	10.4%
8	10673	6.1%
7	21363	12.3%
6	9226	5.3%
5	16546	9.5%
4	13327	7.6%
3	7280	4.2%
2	18916	10.8%

liveness
Real number (ℝ_≥0)

Distinct	1740
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2111231446
Minimum	0
Maximum	1
Zeros	13
Zeros (%)	< 0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0596
Q1	0.0992
median	0.138
Q3	0.27
95-th percentile	0.638
Maximum	1
Range	1
Interquartile range (IQR)	0.1708

Descriptive statistics

Standard deviation	0.1804927149
Coefficient of variation (CV)	0.8549167604
Kurtosis	4.495865735
Mean	0.2111231446
Median Absolute Deviation (MAD)	0.0557
Skewness	2.078373514
Sum	36817.55407
Variance	0.03257762012
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	1817	1.0%
0.11	1662	1.0%
0.109	1630	0.9%
0.108	1603	0.9%
0.107	1547	0.9%
0.105	1504	0.9%
0.112	1499	0.9%
0.106	1496	0.9%
0.113	1362	0.8%
0.102	1349	0.8%
Other values (1730)	158920	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
0.00967	1	< 0.1%
0.0101	1	< 0.1%
0.0103	1	< 0.1%
0.0116	1	< 0.1%
0.0119	1	< 0.1%
0.012	1	< 0.1%
0.0136	2	< 0.1%
0.0139	1	< 0.1%
0.0142	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999	1	< 0.1%
0.998	1	< 0.1%
0.997	4	< 0.1%
0.996	4	< 0.1%
0.995	8	< 0.1%
0.994	11	< 0.1%
0.993	7	< 0.1%
0.992	14	< 0.1%
0.991	20	< 0.1%

loudness
Real number (ℝ)

Distinct	25580
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-11.75086499
Minimum	-60
Maximum	3.855
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	-60
5-th percentile	-22.4816
Q1	-14.908
median	-10.836
Q3	-7.499
95-th percentile	-4.348
Maximum	3.855
Range	63.855
Interquartile range (IQR)	7.409

Descriptive statistics

Standard deviation	5.691590819
Coefficient of variation (CV)	-0.4843550516
Kurtosis	1.491533022
Mean	-11.75086499
Median Absolute Deviation (MAD)	3.623
Skewness	-0.9891197103
Sum	-2049221.595
Variance	32.39420605
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7.578	48	< 0.1%
-8.705	40	< 0.1%
-3.304	35	< 0.1%
-10.34	32	< 0.1%
-7.031	31	< 0.1%
-5.702	31	< 0.1%
-8.992	30	< 0.1%
-8.986	30	< 0.1%
-10.438	29	< 0.1%
-7.601	28	< 0.1%
Other values (25570)	174055	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-60	7	< 0.1%
-55	1	< 0.1%
-54.376	1	< 0.1%
-48.587	1	< 0.1%
-48.278	2	< 0.1%
-47.731	1	< 0.1%
-47.046	1	< 0.1%
-46.825	1	< 0.1%
-45.353	1	< 0.1%
-44.761	1	< 0.1%

Value	Count	Frequency (%)
3.855	1	< 0.1%
3.744	1	< 0.1%
3.367	1	< 0.1%
1.963	1	< 0.1%
1.83	1	< 0.1%
1.342	1	< 0.1%
1.275	1	< 0.1%
1.027	5	< 0.1%
1.023	1	< 0.1%
1.006	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.6 MiB

1	122488
0	51901

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	174389
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Value	Count	Frequency (%)
1	122488	70.2%
0	51901	29.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	122488	70.2%
0	51901	29.8%

Most occurring characters

Value	Count	Frequency (%)
1	122488	70.2%
0	51901	29.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	174389	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	122488	70.2%
0	51901	29.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	174389	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	122488	70.2%
0	51901	29.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	174389	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	122488	70.2%
0	51901	29.8%

name
Categorical

HIGH CARDINALITY

Distinct	137013
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Memory size	14.1 MiB

White Christmas	103
Winter Wonderland	88
Silent Night	81
Jingle Bells	71
2000 Years	70
Other values (137008)	173976

Length

Max length	255
Median length	20
Mean length	24.93034538
Min length	1

Characters and Unicode

Total characters	4347578
Distinct characters	1508
Distinct categories	21 ?
Distinct scripts	13 ?
Distinct blocks	20 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	117624 ?
Unique (%)	67.4%

Sample

1st row	Keep A Song In Your Soul
2nd row	I Put A Spell On You
3rd row	Golfing Papa
4th row	True House Music - Xavier Santos & Carlos Gomix Remix
5th row	Xuniverxe

Value	Count	Frequency (%)
White Christmas	103	0.1%
Winter Wonderland	88	0.1%
Silent Night	81	< 0.1%
Jingle Bells	71	< 0.1%
2000 Years	70	< 0.1%
Happy New Year	57	< 0.1%
Sleigh Ride	54	< 0.1%
Summertime	53	< 0.1%
The Christmas Song	51	< 0.1%
Silver Bells	51	< 0.1%
Other values (137003)	173710	99.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
	48517	6.0%
the	23495	2.9%
in	11698	1.4%
a	9315	1.1%
i	9009	1.1%
you	8994	1.1%
of	8802	1.1%
no	6584	0.8%
me	6493	0.8%
remaster	6162	0.8%
Other values (62717)	675868	82.9%

Most occurring characters

Value	Count	Frequency (%)
	640548	14.7%
e	373593	8.6%
a	267401	6.2%
o	241753	5.6%
i	207908	4.8%
n	201722	4.6%
r	197181	4.5%
t	182239	4.2%
s	133597	3.1%
l	124717	2.9%
Other values (1498)	1776919	40.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2706116	62.2%
Uppercase Letter	662228	15.2%
Space Separator	640548	14.7%
Decimal Number	133082	3.1%
Other Punctuation	111640	2.6%
Dash Punctuation	45873	1.1%
Close Punctuation	18540	0.4%
Open Punctuation	18489	0.4%
Other Letter	8914	0.2%
Nonspacing Mark	1075	< 0.1%
Other values (11)	1073	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
า	328	3.7%
น	279	3.1%
เ	253	2.8%
อ	249	2.8%
ร	234	2.6%
ก	230	2.6%
ม	225	2.5%
ง	188	2.1%
ย	158	1.8%
ไ	155	1.7%
Other values (1122)	6615	74.2%

Value	Count	Frequency (%)
e	373593	13.8%
a	267401	9.9%
o	241753	8.9%
i	207908	7.7%
n	201722	7.5%
r	197181	7.3%
t	182239	6.7%
s	133597	4.9%
l	124717	4.6%
h	95666	3.5%
Other values (157)	680339	25.1%

Value	Count	Frequency (%)
T	52186	7.9%
M	51698	7.8%
S	50874	7.7%
A	40879	6.2%
I	39397	5.9%
L	36849	5.6%
R	36847	5.6%
C	35612	5.4%
B	34090	5.1%
D	30673	4.6%
Other values (97)	253123	38.2%

Value	Count	Frequency (%)
.	31547	28.3%
,	23383	20.9%
'	21350	19.1%
:	13769	12.3%
"	7655	6.9%
/	5002	4.5%
&	3904	3.5%
!	1998	1.8%
?	1457	1.3%
;	771	0.7%
Other values (14)	804	0.7%

Value	Count	Frequency (%)
่	277	25.8%
ั	195	18.1%
้	184	17.1%
ี	108	10.0%
ิ	76	7.1%
ื	50	4.7%
ู	41	3.8%
็	34	3.2%
ุ	33	3.1%
์	32	3.0%
Other values (5)	45	4.2%

Value	Count	Frequency (%)
2	26723	20.1%
1	26708	20.1%
0	25319	19.0%
9	10375	7.8%
3	8803	6.6%
5	7807	5.9%
4	7775	5.8%
6	6569	4.9%
8	6568	4.9%
7	6435	4.8%

Value	Count	Frequency (%)
+	210	74.2%
=	29	10.2%
~	19	6.7%
>	12	4.2%
\|	4	1.4%
<	4	1.4%
⁻	4	1.4%
→	1	0.4%

Value	Count	Frequency (%)
(	17204	93.0%
[	1266	6.8%
《	7	< 0.1%
「	6	< 0.1%
{	4	< 0.1%
⧼	1	< 0.1%
『	1	< 0.1%

Value	Count	Frequency (%)
)	17253	93.1%
]	1267	6.8%
》	7	< 0.1%
」	6	< 0.1%
}	5	< 0.1%
⧽	1	< 0.1%
』	1	< 0.1%

Value	Count	Frequency (%)
-	45798	99.8%
–	55	0.1%
〜	13	< 0.1%
—	5	< 0.1%
―	2	< 0.1%

Value	Count	Frequency (%)
ー	104	94.5%
ๆ	4	3.6%
ʻ	1	0.9%
々	1	0.9%

Value	Count	Frequency (%)
°	12	75.0%
®	2	12.5%
№	1	6.2%
♥	1	6.2%

Value	Count	Frequency (%)
⁸	1	25.0%
³	1	25.0%
¹	1	25.0%
²	1	25.0%

Value	Count	Frequency (%)
’	293	76.7%
”	85	22.3%
»	4	1.0%

Value	Count	Frequency (%)
“	82	78.1%
‘	19	18.1%
«	4	3.8%

Value	Count	Frequency (%)
´	24	92.3%
`	2	7.7%

Value	Count	Frequency (%)
$	108	98.2%
£	2	1.8%

Value	Count	Frequency (%)
	640548	100.0%

Value	Count	Frequency (%)
_	34	100.0%

Value	Count	Frequency (%)
	2	100.0%

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3302607	76.0%
Common	969239	22.3%
Cyrillic	57128	1.3%
Greek	8596	0.2%
Thai	5176	0.1%
Han	2690	0.1%
Katakana	851	< 0.1%
Hiragana	435	< 0.1%
Hebrew	406	< 0.1%
Arabic	236	< 0.1%
Other values (3)	214	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
的	54	2.0%
我	54	2.0%
你	51	1.9%
愛	49	1.8%
曲	41	1.5%
人	36	1.3%
一	35	1.3%
不	32	1.2%
心	32	1.2%
電	30	1.1%
Other values (775)	2276	84.6%

Value	Count	Frequency (%)
e	373593	11.3%
a	267401	8.1%
o	241753	7.3%
i	207908	6.3%
n	201722	6.1%
r	197181	6.0%
t	182239	5.5%
s	133597	4.0%
l	124717	3.8%
h	95666	2.9%
Other values (143)	1276830	38.7%

Value	Count	Frequency (%)
해	4	2.4%
의	4	2.4%
월	4	2.4%
아	4	2.4%
소	3	1.8%
년	3	1.8%
을	3	1.8%
거	3	1.8%
새	3	1.8%
복	3	1.8%
Other values (103)	135	79.9%

Value	Count	Frequency (%)
	640548	66.1%
-	45798	4.7%
.	31547	3.3%
2	26723	2.8%
1	26708	2.8%
0	25319	2.6%
,	23383	2.4%
'	21350	2.2%
)	17253	1.8%
(	17204	1.8%
Other values (74)	93406	9.6%

Value	Count	Frequency (%)
ン	53	6.2%
イ	51	6.0%
ス	47	5.5%
ル	39	4.6%
ッ	35	4.1%
ク	32	3.8%
ラ	31	3.6%
ト	28	3.3%
フ	24	2.8%
ア	24	2.8%
Other values (63)	487	57.2%

Value	Count	Frequency (%)
α	910	10.6%
ι	614	7.1%
ο	610	7.1%
τ	500	5.8%
ν	486	5.7%
ρ	399	4.6%
ε	380	4.4%
μ	332	3.9%
λ	324	3.8%
ά	323	3.8%
Other values (52)	3718	43.3%

Value	Count	Frequency (%)
の	55	12.6%
い	32	7.4%
な	23	5.3%
た	19	4.4%
に	18	4.1%
し	17	3.9%
ら	15	3.4%
は	15	3.4%
ま	14	3.2%
か	14	3.2%
Other values (51)	213	49.0%

Value	Count	Frequency (%)
า	328	6.3%
น	279	5.4%
่	277	5.4%
เ	253	4.9%
อ	249	4.8%
ร	234	4.5%
ก	230	4.4%
ม	225	4.3%
ั	195	3.8%
ง	188	3.6%
Other values (48)	2718	52.5%

Value	Count	Frequency (%)
а	7338	12.8%
т	5005	8.8%
ь	4141	7.2%
о	4080	7.1%
с	3670	6.4%
е	3335	5.8%
Ч	3233	5.7%
р	3106	5.4%
н	2533	4.4%
и	2424	4.2%
Other values (45)	18263	32.0%

Value	Count	Frequency (%)
ا	37	15.7%
ي	25	10.6%
ل	24	10.2%
و	15	6.4%
ب	13	5.5%
ن	13	5.5%
م	12	5.1%
ى	9	3.8%
ع	9	3.8%
د	8	3.4%
Other values (19)	71	30.1%

Value	Count	Frequency (%)
י	53	13.1%
ו	43	10.6%
ה	41	10.1%
ל	30	7.4%
ב	26	6.4%
ש	21	5.2%
ר	20	4.9%
א	19	4.7%
ת	14	3.4%
ן	14	3.4%
Other values (16)	125	30.8%

Value	Count	Frequency (%)
ა	6	33.3%
ნ	4	22.2%
მ	2	11.1%
ე	2	11.1%
ტ	2	11.1%
ი	2	11.1%

Value	Count	Frequency (%)
́	21	77.8%
゙	4	14.8%
̃	2	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4258803	98.0%
Cyrillic	57128	1.3%
None	20854	0.5%
Thai	5176	0.1%
CJK	2689	0.1%
Katakana	1023	< 0.1%
Punctuation	592	< 0.1%
Hiragana	439	< 0.1%
Hebrew	406	< 0.1%
Arabic	236	< 0.1%
Other values (10)	232	< 0.1%

Most frequent character per block

Value	Count	Frequency (%)
	640548	15.0%
e	373593	8.8%
a	267401	6.3%
o	241753	5.7%
i	207908	4.9%
n	201722	4.7%
r	197181	4.6%
t	182239	4.3%
s	133597	3.1%
l	124717	2.9%
Other values (84)	1688144	39.6%

Value	Count	Frequency (%)
é	2334	11.2%
í	1129	5.4%
ó	974	4.7%
α	910	4.4%
á	830	4.0%
ñ	689	3.3%
è	643	3.1%
ι	614	2.9%
ο	610	2.9%
ü	553	2.7%
Other values (167)	11568	55.5%

Value	Count	Frequency (%)
ا	37	15.7%
ي	25	10.6%
ل	24	10.2%
و	15	6.4%
ب	13	5.5%
ن	13	5.5%
م	12	5.1%
ى	9	3.8%
ع	9	3.8%
د	8	3.4%
Other values (19)	71	30.1%

Value	Count	Frequency (%)
а	7338	12.8%
т	5005	8.8%
ь	4141	7.2%
о	4080	7.1%
с	3670	6.4%
е	3335	5.8%
Ч	3233	5.7%
р	3106	5.4%
н	2533	4.4%
и	2424	4.2%
Other values (45)	18263	32.0%

Value	Count	Frequency (%)
’	293	49.5%
”	85	14.4%
“	82	13.9%
–	55	9.3%
…	44	7.4%
‘	19	3.2%
—	5	0.8%
	2	0.3%
•	2	0.3%
―	2	0.3%
Other values (2)	3	0.5%

Value	Count	Frequency (%)
的	54	2.0%
我	54	2.0%
你	51	1.9%
愛	49	1.8%
曲	41	1.5%
人	36	1.3%
一	35	1.3%
不	32	1.2%
心	32	1.2%
電	30	1.1%
Other values (774)	2275	84.6%

Value	Count	Frequency (%)
า	328	6.3%
น	279	5.4%
่	277	5.4%
เ	253	4.9%
อ	249	4.8%
ร	234	4.5%
ก	230	4.4%
ม	225	4.3%
ั	195	3.8%
ง	188	3.6%
Other values (48)	2718	52.5%

Value	Count	Frequency (%)
の	55	12.5%
い	32	7.3%
な	23	5.2%
た	19	4.3%
に	18	4.1%
し	17	3.9%
ら	15	3.4%
は	15	3.4%
ま	14	3.2%
か	14	3.2%
Other values (52)	217	49.4%

Value	Count	Frequency (%)
ー	104	10.2%
・	68	6.6%
ン	53	5.2%
イ	51	5.0%
ス	47	4.6%
ル	39	3.8%
ッ	35	3.4%
ク	32	3.1%
ラ	31	3.0%
ト	28	2.7%
Other values (65)	535	52.3%

Value	Count	Frequency (%)
ế	2	11.8%
ố	2	11.8%
ổ	2	11.8%
ạ	2	11.8%
ự	2	11.8%
ề	2	11.8%
ớ	2	11.8%
ụ	1	5.9%
ầ	1	5.9%
ờ	1	5.9%

Value	Count	Frequency (%)
해	4	2.6%
의	4	2.6%
월	4	2.6%
아	4	2.6%
소	3	1.9%
년	3	1.9%
을	3	1.9%
거	3	1.9%
새	3	1.9%
복	3	1.9%
Other values (91)	120	77.9%

Value	Count	Frequency (%)
́	21	91.3%
̃	2	8.7%

Value	Count	Frequency (%)
→	1	100.0%

Value	Count	Frequency (%)
ა	6	33.3%
ნ	4	22.2%
მ	2	11.1%
ე	2	11.1%
ტ	2	11.1%
ი	2	11.1%

Value	Count	Frequency (%)
י	53	13.1%
ו	43	10.6%
ה	41	10.1%
ל	30	7.4%
ב	26	6.4%
ש	21	5.2%
ר	20	4.9%
א	19	4.7%
ת	14	3.4%
ן	14	3.4%
Other values (16)	125	30.8%

Value	Count	Frequency (%)
ʻ	1	100.0%

Value	Count	Frequency (%)
№	1	100.0%

Value	Count	Frequency (%)
♥	1	100.0%

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Value	Count	Frequency (%)
ᅥ	3	20.0%
ᄎ	2	13.3%
ᆼ	1	6.7%
ᅮ	1	6.7%
ᆫ	1	6.7%
ᄋ	1	6.7%
ᄆ	1	6.7%
ᄂ	1	6.7%
ᅵ	1	6.7%
ᆷ	1	6.7%
Other values (2)	2	13.3%

popularity
Real number (ℝ_≥0)

ZEROS

Distinct	98
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.69338089
Minimum	0
Maximum	100
Zeros	40905
Zeros (%)	23.5%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	25
Q3	42
95-th percentile	64
Maximum	100
Range	100
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	21.87273983
Coefficient of variation (CV)	0.8512986251
Kurtosis	-0.946212195
Mean	25.69338089
Median Absolute Deviation (MAD)	20
Skewness	0.362937464
Sum	4480643
Variance	478.4167475
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	40905	23.5%
1	3846	2.2%
33	2819	1.6%
34	2790	1.6%
36	2784	1.6%
32	2737	1.6%
35	2727	1.6%
31	2648	1.5%
30	2609	1.5%
38	2600	1.5%
Other values (88)	107924	61.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40905	23.5%
1	3846	2.2%
2	2218	1.3%
3	1903	1.1%
4	1652	0.9%
5	1650	0.9%
6	1561	0.9%
7	1652	0.9%
8	1629	0.9%
9	1698	1.0%

Value	Count	Frequency (%)
100	1	< 0.1%
96	2	< 0.1%
95	2	< 0.1%
94	5	< 0.1%
93	2	< 0.1%
92	6	< 0.1%
91	13	< 0.1%
90	13	< 0.1%
89	18	< 0.1%
88	14	< 0.1%

release_date
Categorical

HIGH CARDINALITY

Distinct	11043
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Memory size	10.8 MiB

1945	1447
1949	1234
1948	1172
1935	1105
1926	1059
Other values (11038)	168372

Length

Max length	10
Median length	10
Mean length	8.224245795
Min length	4

Characters and Unicode

Total characters	1434218
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2955 ?
Unique (%)	1.7%

Sample

1st row	1920
2nd row	1920-01-05
3rd row	1920
4th row	1920-01-01
5th row	1920-10-01

Value	Count	Frequency (%)
1945	1447	0.8%
1949	1234	0.7%
1948	1172	0.7%
1935	1105	0.6%
1926	1059	0.6%
1950	1012	0.6%
1946	1001	0.6%
1930-01-01	992	0.6%
1940-01-01	978	0.6%
1951	967	0.6%
Other values (11033)	163422	93.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
1945	1447	0.8%
1949	1234	0.7%
1948	1172	0.7%
1935	1105	0.6%
1926	1059	0.6%
1950	1012	0.6%
1946	1001	0.6%
1930-01-01	992	0.6%
1940-01-01	978	0.6%
1951	967	0.6%
Other values (11033)	163422	93.7%

Most occurring characters

Value	Count	Frequency (%)
1	335543	23.4%
-	245554	17.1%
0	244445	17.0%
9	184833	12.9%
2	125150	8.7%
6	52806	3.7%
5	52668	3.7%
8	51451	3.6%
7	49930	3.5%
3	48319	3.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1188664	82.9%
Dash Punctuation	245554	17.1%

Most frequent character per category

Value	Count	Frequency (%)
1	335543	28.2%
0	244445	20.6%
9	184833	15.5%
2	125150	10.5%
6	52806	4.4%
5	52668	4.4%
8	51451	4.3%
7	49930	4.2%
3	48319	4.1%
4	43519	3.7%

Value	Count	Frequency (%)
-	245554	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1434218	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	335543	23.4%
-	245554	17.1%
0	244445	17.0%
9	184833	12.9%
2	125150	8.7%
6	52806	3.7%
5	52668	3.7%
8	51451	3.6%
7	49930	3.5%
3	48319	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1434218	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	335543	23.4%
-	245554	17.1%
0	244445	17.0%
9	184833	12.9%
2	125150	8.7%
6	52806	3.7%
5	52668	3.7%
8	51451	3.6%
7	49930	3.5%
3	48319	3.4%

speechiness
Real number (ℝ_≥0)

Distinct	1633
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1057291836
Minimum	0
Maximum	0.971
Zeros	121
Zeros (%)	0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0282
Q1	0.0352
median	0.0455
Q3	0.0763
95-th percentile	0.414
Maximum	0.971
Range	0.971
Interquartile range (IQR)	0.0411

Descriptive statistics

Standard deviation	0.1822601819
Coefficient of variation (CV)	1.723839868
Kurtosis	13.7766551
Mean	0.1057291836
Median Absolute Deviation (MAD)	0.0133
Skewness	3.750970756
Sum	18438.0066
Variance	0.03321877392
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0337	581	0.3%
0.0334	574	0.3%
0.0347	571	0.3%
0.033	568	0.3%
0.0362	565	0.3%
0.0363	563	0.3%
0.0319	559	0.3%
0.0328	558	0.3%
0.0352	557	0.3%
0.0366	554	0.3%
Other values (1623)	168739	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121	0.1%
0.0222	1	< 0.1%
0.0223	3	< 0.1%
0.0224	6	< 0.1%
0.0225	4	< 0.1%
0.0226	5	< 0.1%
0.0227	7	< 0.1%
0.0228	9	< 0.1%
0.0229	6	< 0.1%
0.023	4	< 0.1%

Value	Count	Frequency (%)
0.971	1	< 0.1%
0.97	3	< 0.1%
0.969	10	< 0.1%
0.968	11	< 0.1%
0.967	29	< 0.1%
0.966	68	< 0.1%
0.965	108	0.1%
0.964	126	0.1%
0.963	194	0.1%
0.962	201	0.1%

tempo
Real number (ℝ_≥0)

Distinct	84123
Distinct (%)	48.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	117.0064998
Minimum	0
Maximum	243.507
Zeros	121
Zeros (%)	0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	74.103
Q1	93.931
median	115.816
Q3	135.011
95-th percentile	173.938
Maximum	243.507
Range	243.507
Interquartile range (IQR)	41.08

Descriptive statistics

Standard deviation	30.25417803
Coefficient of variation (CV)	0.2585683537
Kurtosis	-0.03662102657
Mean	117.0064998
Median Absolute Deviation (MAD)	20.718
Skewness	0.42339438
Sum	20404646.49
Variance	915.315288
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	121	0.1%
128.003	57	< 0.1%
128.01	46	< 0.1%
128	44	< 0.1%
127.998	41	< 0.1%
127.991	40	< 0.1%
128.008	40	< 0.1%
130.007	38	< 0.1%
127.999	37	< 0.1%
128.013	36	< 0.1%
Other values (84113)	173889	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121	0.1%
30.946	1	< 0.1%
31.988	1	< 0.1%
32.571	1	< 0.1%
32.8	1	< 0.1%
32.941	1	< 0.1%
33.334	1	< 0.1%
33.391	1	< 0.1%
33.944	1	< 0.1%
34.496	1	< 0.1%

Value	Count	Frequency (%)
243.507	1	< 0.1%
243.372	1	< 0.1%
238.895	1	< 0.1%
236.799	1	< 0.1%
224.437	1	< 0.1%
222.605	1	< 0.1%
221.954	1	< 0.1%
221.741	1	< 0.1%
221.112	1	< 0.1%
221.058	2	< 0.1%

valence
Real number (ℝ_≥0)

Distinct	1707
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5245326904
Minimum	0
Maximum	1
Zeros	173
Zeros (%)	0.1%
Memory size	1.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0844
Q1	0.311
median	0.536
Q3	0.743
95-th percentile	0.936
Maximum	1
Range	1
Interquartile range (IQR)	0.432

Descriptive statistics

Standard deviation	0.2644767979
Coefficient of variation (CV)	0.504214137
Kurtosis	-1.069433116
Mean	0.5245326904
Median Absolute Deviation (MAD)	0.216
Skewness	-0.1007285168
Sum	91472.73135
Variance	0.06994797661
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	720	0.4%
0.962	599	0.3%
0.963	516	0.3%
0.964	460	0.3%
0.965	401	0.2%
0.96	380	0.2%
0.966	366	0.2%
0.967	332	0.2%
0.968	273	0.2%
0.594	254	0.1%
Other values (1697)	170088	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	173	0.1%
1 × 10⁵	40	< 0.1%
6.41 × 10⁵	1	< 0.1%
0.00173	1	< 0.1%
0.00213	1	< 0.1%
0.00228	1	< 0.1%
0.00298	1	< 0.1%
0.00311	1	< 0.1%
0.00392	1	< 0.1%
0.00437	1	< 0.1%

Value	Count	Frequency (%)
1	4	< 0.1%
0.997	1	< 0.1%
0.996	1	< 0.1%
0.995	2	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	1	< 0.1%
0.991	3	< 0.1%
0.99	7	< 0.1%
0.989	5	< 0.1%

year
Real number (ℝ_≥0)

Distinct	102
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1977.061764
Minimum	1920
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Memory size	1.3 MiB

Quantile statistics

Minimum	1920
5-th percentile	1932
Q1	1955
median	1977
Q3	1999
95-th percentile	2018
Maximum	2021
Range	101
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	26.90795027
Coefficient of variation (CV)	0.01361007064
Kurtosis	-1.050776262
Mean	1977.061764
Median Absolute Deviation (MAD)	22
Skewness	-0.08096586531
Sum	344777824
Variance	724.0377878
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2020	4294	2.5%
2018	2714	1.6%
2013	2622	1.5%
2016	2349	1.3%
2019	2329	1.3%
2015	2300	1.3%
2014	2252	1.3%
2017	2156	1.2%
1991	2121	1.2%
1999	2075	1.2%
Other values (92)	149177	85.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1920	349	0.2%
1921	156	0.1%
1922	121	0.1%
1923	185	0.1%
1924	236	0.1%
1925	279	0.2%
1926	1329	0.8%
1927	750	0.4%
1928	1275	0.7%
1929	951	0.5%

Value	Count	Frequency (%)
2021	1840	1.1%
2020	4294	2.5%
2019	2329	1.3%
2018	2714	1.6%
2017	2156	1.2%
2016	2349	1.3%
2015	2300	1.3%
2014	2252	1.3%
2013	2622	1.5%
2012	1959	1.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	acousticness	artists	danceability	duration_ms	energy	explicit	id	instrumentalness	key	liveness	loudness	mode	name	popularity	release_date	speechiness	tempo	valence	year
0	0.991000	['Mamie Smith']	0.598	168333	0.2240	0	0cS0A1fUEUd1EW3FcF8AEI	0.000522	5	0.3790	-12.628	0	Keep A Song In Your Soul	12	1920	0.0936	149.976	0.6340	1920
1	0.643000	["Screamin' Jay Hawkins"]	0.852	150200	0.5170	0	0hbkKFIJm7Z05H8Zl9w30f	0.026400	5	0.0809	-7.261	0	I Put A Spell On You	7	1920-01-05	0.0534	86.889	0.9500	1920
2	0.993000	['Mamie Smith']	0.647	163827	0.1860	0	11m7laMUgmOKqI3oYzuhne	0.000018	0	0.5190	-12.098	1	Golfing Papa	4	1920	0.1740	97.600	0.6890	1920
3	0.000173	['Oscar Velazquez']	0.730	422087	0.7980	0	19Lc5SfJJ5O1oaxY0fpwfh	0.801000	2	0.1280	-7.311	1	True House Music - Xavier Santos & Carlos Gomix Remix	17	1920-01-01	0.0425	127.997	0.0422	1920
4	0.295000	['Mixe']	0.704	165224	0.7070	1	2hJjbsLCytGsnAHfdsLejp	0.000246	10	0.4020	-6.036	0	Xuniverxe	2	1920-10-01	0.0768	122.076	0.2990	1920
5	0.996000	['Mamie Smith & Her Jazz Hounds']	0.424	198627	0.2450	0	3HnrHGLE9u2MjHtdobfWl9	0.799000	5	0.2350	-11.470	1	Crazy Blues - 78rpm Version	9	1920	0.0397	103.870	0.4770	1920
6	0.992000	['Mamie Smith']	0.782	195200	0.0573	0	5DlCyqLyX2AOVDTjjkDZ8x	0.000002	5	0.1760	-12.453	1	Don't You Advertise Your Man	5	1920	0.0592	85.652	0.4870	1920
7	0.996000	['Mamie Smith & Her Jazz Hounds']	0.474	186173	0.2390	0	02FzJbHtqElixxCmrpSCUa	0.186000	9	0.1950	-9.712	1	Arkansas Blues	0	1920	0.0289	78.784	0.3660	1920
8	0.996000	['Francisco Canaro']	0.469	146840	0.2380	0	02i59gYdjlhBmbbWhf8YuK	0.960000	8	0.1490	-18.717	1	La Chacarera - Remasterizado	0	1920-07-08	0.0741	130.060	0.6210	1920
9	0.006820	['Meetya']	0.571	476304	0.7530	0	06NUxS2XL3efRh0bloxkHm	0.873000	8	0.0920	-6.943	1	Broken Puppet - Original Mix	0	1920-01-01	0.0446	126.993	0.1190	1920

Last rows

	acousticness	artists	danceability	duration_ms	energy	explicit	id	instrumentalness	key	liveness	loudness	mode	name	popularity	release_date	speechiness	tempo	valence	year
174379	0.79500	['Alessia Cara']	0.429	144720	0.211	0	45XnLMuqf3vRfskEAMUeCH	0.000000	4	0.196	-11.665	1	A Little More	0	2021-01-22	0.0360	94.710	0.228	2021
174380	0.04840	['Stephan F', 'YA-YA']	0.693	177148	0.826	0	1Cbf6PLWsL4s51eFepXx6L	0.000012	1	0.231	-2.669	1	Only Tonight - Radio Edit	0	2020-12-25	0.0762	126.049	0.361	2020
174381	0.79500	['Alessia Cara']	0.429	144720	0.211	0	4pPFI9jsguIh3wC7Otoyy8	0.000000	4	0.196	-11.665	1	A Little More	0	2021-01-22	0.0360	94.710	0.228	2021
174382	0.14100	['BigBankCarti', 'Keyvo400']	0.544	215014	0.407	1	3ASGdyWXeXsXtOIWtm0tv4	0.000000	4	0.253	-12.745	0	LayUp	0	2020-12-31	0.2330	129.750	0.490	2020
174383	0.79500	['Alessia Cara']	0.429	144720	0.211	0	52YtxLVUyvtiGPxwwxayHZ	0.000000	4	0.196	-11.665	1	A Little More	0	2021-01-22	0.0360	94.710	0.228	2021
174384	0.00917	['DJ Combo', 'Sander-7', 'Tony T']	0.792	147615	0.866	0	46LhBf6TvYjZU2SMvGZAbn	0.000060	6	0.178	-5.089	0	The One	0	2020-12-25	0.0356	125.972	0.186	2020
174385	0.79500	['Alessia Cara']	0.429	144720	0.211	0	7tue2Wemjd0FZzRtDrQFZd	0.000000	4	0.196	-11.665	1	A Little More	0	2021-01-22	0.0360	94.710	0.228	2021
174386	0.80600	['Roger Fly']	0.671	218147	0.589	0	48Qj61hOdYmUCFJbpQ29Ob	0.920000	4	0.113	-12.393	0	Together	0	2020-12-09	0.0282	108.058	0.714	2020
174387	0.92000	['Taylor Swift']	0.462	244000	0.240	1	1gcyHQpBQ1lfXGdhZmWrHP	0.000000	0	0.113	-12.077	1	champagne problems	69	2021-01-07	0.0377	171.319	0.320	2021
174388	0.23900	['Roger Fly']	0.677	197710	0.460	0	57tgYkWQTNHVFEt6xDKKZj	0.891000	7	0.215	-12.237	1	Improvisations	0	2020-12-09	0.0258	112.208	0.747	2020

Most frequent

	acousticness	artists	danceability	duration_ms	energy	id	instrumentalness	key	liveness	loudness	mode	name	popularity	release_date	speechiness	tempo	valence	year	count
151	0.000158	['Year 200X']	0.257	131253	0.7200	1xQvPFljQXA3GCK869ERvC	0.821000	7	0.1570	-6.704	1	Ducktales (the Moon)	22	2008	0.0390	82.513	0.424	2008	9
930	0.054400	['Eagles']	0.657	241227	0.5380	7tJS1cjSD1P8bodNGblYiK	0.034300	9	0.3320	-10.340	1	Funky New Year - 2013 Remaster	37	1994	0.0591	90.810	0.785	1994	9
1735	0.969000	['Schoolgirl Byebye']	0.314	74302	0.0855	0UsmyJDsst2xhX1ZiFF3JW	0.795000	9	0.1600	-15.775	1	Year,2015	18	2020-09-16	0.0342	69.893	0.161	2020	9
9	0.000003	['Year 200X']	0.161	114000	0.6930	7GlixhQpXo76vgALqoJ3L5	0.863000	7	0.2320	-8.539	0	Castlevania III (the Beginning)	18	2008	0.0512	109.784	0.484	2008	8
13	0.000004	['Year 200X']	0.278	106973	0.7880	2pZDhsmGRSkRgWNfkDr70S	0.967000	7	0.0681	-8.439	1	Ghosts N Goblins	20	2008	0.0434	92.997	0.542	2008	8
69	0.000047	['Year 200X']	0.118	386227	0.7090	4gpjBYc0lAkhYnmnfMeq4g	0.880000	2	0.0709	-8.903	1	Zelda II (Title - Battle - Fairy - Palace)	19	2008	0.0631	73.763	0.141	2008	8
555	0.004990	['Armin van Buuren']	0.397	36500	0.6380	7tH6tGz6cQtpYReqHTlyjN	0.000000	2	0.3640	-7.256	1	A State Of Trance (ASOT 996) - Tune Of The Year 2019 Top 3, Pt. 2	30	2020-12-24	0.1760	134.284	0.677	2020	8
792	0.023600	['Armin van Buuren']	0.542	33800	0.7940	7Kh32CyazzTdVEBXjKINVO	0.000000	7	0.1480	-6.413	1	A State Of Trance (ASOT 996) - Tune Of The Year 2019 Top 3, Pt. 1	30	2020-12-24	0.3030	143.377	0.810	2020	8
59	0.000037	['Third Eye Blind']	0.409	200907	0.8600	4OtTVS1297d8h56MAX4Wpy	0.000204	4	0.0816	-5.036	1	Losing a Whole Year - 2006 Remaster	27	2006-07-18	0.0369	175.671	0.554	2006	7
310	0.000717	['Suffused', 'MSZ']	0.585	457306	0.8660	7FmPp4BjDVaEwhsEO7B7Oe	0.846000	9	0.1590	-6.126	0	Year 2008 - MSZ Remix	22	2020-01-06	0.0340	127.009	0.450	2020	7

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent